Size Matters: Assessing Optimum Soil Sample Size for Fungal and Bacterial Community Structure Analyses Using High Throughput Sequencing of rRNA Gene Amplicons
Abstract
We examined the effect of different soil sample sizes obtained from an agricultural field, under a single cropping system uniform in soil properties and aboveground crop responses, on bacterial and fungal community structure and microbial diversity indices. DNA extracted from soil sample sizes of 0.25, 1, 5, and 10 g using MoBIO kits and from 10 and 100 g sizes using a bead-beating method (SARDI) were used as templates for high-throughput sequencing of 16S and 28S rRNA gene amplicons for bacteria and fungi, respectively, on the Illumina MiSeq and Roche 454 platforms. Sample size significantly affected overall bacterial and fungal community structure, replicate dispersion and the number of operational taxonomic units (OTUs) retrieved. Richness, evenness and diversity were also significantly affected. The largest diversity estimates were always associated with the 10 g MoBIO extractions with a corresponding reduction in replicate dispersion. For the fungal data, smaller MoBIO extractions identified more unclassified Eukaryota incertae sedis and unclassified glomeromycota while the SARDI method retrieved more abundant OTUs containing unclassified Pleosporales and the fungal genera Alternaria and Cercophora. Overall, these findings indicate that a 10 g soil DNA extraction is most suitable for both soil bacterial and fungal communities for retrieving optimal diversitymore »
- Authors:
-
- Arizona State Univ., Mesa, AZ (United States)
- CSIRO Agriculture, Glen Osmond, SA (Australia)
- Michigan State Univ., East Lansing, MI (United States). Center for Microbial Ecology
- Publication Date:
- Research Org.:
- Arizona State Univ., Mesa, AZ (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1280873
- Grant/Contract Number:
- SC0004601
- Resource Type:
- Journal Article: Accepted Manuscript
- Journal Name:
- Frontiers in Microbiology
- Additional Journal Information:
- Journal Volume: 7; Journal ID: ISSN 1664-302X
- Publisher:
- Frontiers Research Foundation
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 59 BASIC BIOLOGICAL SCIENCES; DNA extraction; fungal community; microbial ecology; sample size; microbial diversity; black-box; pipeline; strategy; ecology; roots
Citation Formats
Penton, C. Ryan, Gupta, Vadakattu V. S. R., Yu, Julian, and Tiedje, James M. Size Matters: Assessing Optimum Soil Sample Size for Fungal and Bacterial Community Structure Analyses Using High Throughput Sequencing of rRNA Gene Amplicons. United States: N. p., 2016.
Web. doi:10.3389/fmicb.2016.00824.
Penton, C. Ryan, Gupta, Vadakattu V. S. R., Yu, Julian, & Tiedje, James M. Size Matters: Assessing Optimum Soil Sample Size for Fungal and Bacterial Community Structure Analyses Using High Throughput Sequencing of rRNA Gene Amplicons. United States. https://doi.org/10.3389/fmicb.2016.00824
Penton, C. Ryan, Gupta, Vadakattu V. S. R., Yu, Julian, and Tiedje, James M. Thu .
"Size Matters: Assessing Optimum Soil Sample Size for Fungal and Bacterial Community Structure Analyses Using High Throughput Sequencing of rRNA Gene Amplicons". United States. https://doi.org/10.3389/fmicb.2016.00824. https://www.osti.gov/servlets/purl/1280873.
@article{osti_1280873,
title = {Size Matters: Assessing Optimum Soil Sample Size for Fungal and Bacterial Community Structure Analyses Using High Throughput Sequencing of rRNA Gene Amplicons},
author = {Penton, C. Ryan and Gupta, Vadakattu V. S. R. and Yu, Julian and Tiedje, James M.},
abstractNote = {We examined the effect of different soil sample sizes obtained from an agricultural field, under a single cropping system uniform in soil properties and aboveground crop responses, on bacterial and fungal community structure and microbial diversity indices. DNA extracted from soil sample sizes of 0.25, 1, 5, and 10 g using MoBIO kits and from 10 and 100 g sizes using a bead-beating method (SARDI) were used as templates for high-throughput sequencing of 16S and 28S rRNA gene amplicons for bacteria and fungi, respectively, on the Illumina MiSeq and Roche 454 platforms. Sample size significantly affected overall bacterial and fungal community structure, replicate dispersion and the number of operational taxonomic units (OTUs) retrieved. Richness, evenness and diversity were also significantly affected. The largest diversity estimates were always associated with the 10 g MoBIO extractions with a corresponding reduction in replicate dispersion. For the fungal data, smaller MoBIO extractions identified more unclassified Eukaryota incertae sedis and unclassified glomeromycota while the SARDI method retrieved more abundant OTUs containing unclassified Pleosporales and the fungal genera Alternaria and Cercophora. Overall, these findings indicate that a 10 g soil DNA extraction is most suitable for both soil bacterial and fungal communities for retrieving optimal diversity while still capturing rarer taxa in concert with decreasing replicate variation.},
doi = {10.3389/fmicb.2016.00824},
url = {https://www.osti.gov/biblio/1280873},
journal = {Frontiers in Microbiology},
issn = {1664-302X},
number = ,
volume = 7,
place = {United States},
year = {2016},
month = {6}
}
Web of Science
Works referenced in this record:
A new method for non-parametric multivariate analysis of variance: NON-PARAMETRIC MANOVA FOR ECOLOGY
journal, February 2001
- Anderson, Marti J.
- Austral Ecology, Vol. 26, Issue 1
Multivariate dispersion as a measure of beta diversity
journal, June 2006
- Anderson, Marti J.; Ellingsen, Kari E.; McArdle, Brian H.
- Ecology Letters, Vol. 9, Issue 6
Micrometer-scale physical structure and microbial composition of soil macroaggregates
journal, October 2013
- Bailey, Vanessa L.; McCue, Lee Ann; Fansler, Sarah J.
- Soil Biology and Biochemistry, Vol. 65
Non-parametric multivariate analyses of changes in community structure
journal, March 1993
- Clarke, K. R.
- Austral Ecology, Vol. 18, Issue 1
Testing of null hypotheses in exploratory community analyses: similarity profiles and biota-environment linkage
journal, November 2008
- Clarke, K. Robert; Somerfield, Paul J.; Gorley, Raymond N.
- Journal of Experimental Marine Biology and Ecology, Vol. 366, Issue 1-2
Ribosomal Database Project: data and tools for high throughput rRNA analysis
journal, November 2013
- Cole, James R.; Wang, Qiong; Fish, Jordan A.
- Nucleic Acids Research, Vol. 42, Issue D1
UCHIME improves sensitivity and speed of chimera detection
journal, June 2011
- Edgar, Robert C.; Haas, Brian J.; Clemente, Jose C.
- Bioinformatics, Vol. 27, Issue 16
FunGene: the functional gene pipeline and repository
journal, January 2013
- Fish, Jordan A.; Chai, Benli; Wang, Qiong
- Frontiers in Microbiology, Vol. 4
Soil aggregation: Influence on microbial biomass and implications for biological processes
journal, January 2015
- Gupta, Vadakattu V. S. R.; Germida, James J.
- Soil Biology and Biochemistry, Vol. 80
Rhizosphere: biophysics, biogeochemistry and ecological relevance
journal, January 2009
- Hinsinger, Philippe; Bengough, A. Glyn; Vetterlein, Doris
- Plant and Soil, Vol. 321, Issue 1-2
The molecular revolution in ectomycorrhizal ecology: peeking into the black-box: MOLECULAR APPROACHES FOR STUDIES OF EM ECOLOGY
journal, August 2001
- Horton, Thomas R.; Bruns, Thomas D.
- Molecular Ecology, Vol. 10, Issue 8
Development of a Dual-Index Sequencing Strategy and Curation Pipeline for Analyzing Amplicon Sequence Data on the MiSeq Illumina Sequencing Platform
journal, June 2013
- Kozich, James J.; Westcott, Sarah L.; Baxter, Nielson T.
- Applied and Environmental Microbiology, Vol. 79, Issue 17
Accurate, Rapid Taxonomic Classification of Fungal Large-Subunit rRNA Genes
journal, December 2011
- Liu, Kuan-Liang; Porras-Alfaro, Andrea; Kuske, Cheryl R.
- Applied and Environmental Microbiology, Vol. 78, Issue 5
Soil-specific limitations for access and analysis of soil microbial communities by metagenomics: Limitations in soil metagenomics
journal, June 2011
- Lombard, Nathalie; Prestat, Emmanuel; van Elsas, Jan Dirk
- FEMS Microbiology Ecology, Vol. 78, Issue 1
Spatial Analysis of Archaeal Community Structure in Grassland Soil
journal, December 2003
- Nicol, G. W.; Glover, L. A.; Prosser, J. I.
- Applied and Environmental Microbiology, Vol. 69, Issue 12
Fungal Community Structure in Disease Suppressive Soils Assessed by 28S LSU Gene Sequencing
journal, April 2014
- Penton, C. Ryan; Gupta, V. V. S. R.; Tiedje, James M.
- PLoS ONE, Vol. 9, Issue 4
Fungal Diversity in Permafrost and Tallgrass Prairie Soils under Experimental Warming Conditions
journal, September 2013
- Penton, C. Ryan; StLouis, Derek; Cole, James R.
- Applied and Environmental Microbiology, Vol. 79, Issue 22
Sampling strategy in molecular microbial ecology: influence of soil sample size on DNA fingerprinting analysis of fungal and bacterial communities
journal, November 2003
- Ranjard, Lionel; Lejon, David P. H.; Mougel, Christophe
- Environmental Microbiology, Vol. 5, Issue 11
Introducing mothur: Open-Source, Platform-Independent, Community-Supported Software for Describing and Comparing Microbial Communities
journal, October 2009
- Schloss, P. D.; Westcott, S. L.; Ryabin, T.
- Applied and Environmental Microbiology, Vol. 75, Issue 23, p. 7537-7541
Microbial diversity in the deep sea and the underexplored "rare biosphere"
journal, July 2006
- Sogin, M. L.; Morrison, H. G.; Huber, J. A.
- Proceedings of the National Academy of Sciences, Vol. 103, Issue 32
Opening the black box of soil microbial diversity
journal, October 1999
- Tiedje, James M.; Asuming-Brempong, Stella; Nüsslein, Klaus
- Applied Soil Ecology, Vol. 13, Issue 2
Micro-scale determinants of bacterial diversity in soil
journal, November 2013
- Vos, Michiel; Wolf, Alexandra B.; Jennings, Sarah J.
- FEMS Microbiology Reviews, Vol. 37, Issue 6
Works referencing / citing this record:
Distinct Drivers of Core and Accessory Components of Soil Microbial Community Functional Diversity under Environmental Changes
journal, October 2019
- Zhang, Ximei; Johnston, Eric R.; Wang, Yaosheng
- mSystems, Vol. 4, Issue 5
Making big data smart—how to use metagenomics to understand soil quality
journal, March 2017
- Vestergaard, Gisle; Schulz, Stefanie; Schöler, Anne
- Biology and Fertility of Soils, Vol. 53, Issue 5
Effect of LSU and ITS genetic markers and reference databases on analyses of fungal communities
journal, November 2018
- Xue, Chao; Hao, Yuewen; Pu, Xiaowei
- Biology and Fertility of Soils, Vol. 55, Issue 1